Defebsive Stats

Dataset statistics

Number of variables	25
Number of observations	924
Missing cells	616
Missing cells (%)	2.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	220.0 KiB
Average record size in memory	243.8 B

Variable types

Numeric	12
Categorical	13

Alerts

`buildUpPlaySpeed` is highly overall correlated with `buildUpPlaySpeedClass`	High correlation
`buildUpPlayDribbling` is highly overall correlated with `buildUpPlayDribblingClass`	High correlation
`buildUpPlayPassing` is highly overall correlated with `buildUpPlayPassingClass`	High correlation
`chanceCreationPassing` is highly overall correlated with `chanceCreationPassingClass`	High correlation
`chanceCreationCrossing` is highly overall correlated with `chanceCreationCrossingClass`	High correlation
`chanceCreationShooting` is highly overall correlated with `chanceCreationShootingClass`	High correlation
`defencePressure` is highly overall correlated with `defencePressureClass` and 1 other fields	High correlation
`defenceAggression` is highly overall correlated with `defenceAggressionClass`	High correlation
`defenceTeamWidth` is highly overall correlated with `defencePressureClass` and 1 other fields	High correlation
`date` is highly overall correlated with `buildUpPlayDribblingClass`	High correlation
`buildUpPlaySpeedClass` is highly overall correlated with `buildUpPlaySpeed`	High correlation
`buildUpPlayDribblingClass` is highly overall correlated with `buildUpPlayDribbling` and 1 other fields	High correlation
`buildUpPlayPassingClass` is highly overall correlated with `buildUpPlayPassing`	High correlation
`chanceCreationPassingClass` is highly overall correlated with `chanceCreationPassing`	High correlation
`chanceCreationCrossingClass` is highly overall correlated with `chanceCreationCrossing`	High correlation
`chanceCreationShootingClass` is highly overall correlated with `chanceCreationShooting`	High correlation
`defencePressureClass` is highly overall correlated with `defencePressure` and 1 other fields	High correlation
`defenceAggressionClass` is highly overall correlated with `defenceAggression`	High correlation
`defenceTeamWidthClass` is highly overall correlated with `defencePressure` and 1 other fields	High correlation
`buildUpPlayPositioningClass` is highly imbalanced (71.0%)	Imbalance
`chanceCreationShootingClass` is highly imbalanced (54.2%)	Imbalance
`defencePressureClass` is highly imbalanced (54.1%)	Imbalance
`defenceAggressionClass` is highly imbalanced (61.5%)	Imbalance
`defenceTeamWidthClass` is highly imbalanced (62.0%)	Imbalance
`defenceDefenderLineClass` is highly imbalanced (60.9%)	Imbalance
`buildUpPlayDribbling` has 616 (66.7%) missing values	Missing
`date` is uniformly distributed	Uniform
`id` has unique values	Unique

Reproduction

Analysis started	2023-02-28 18:30:49.972527
Analysis finished	2023-02-28 18:31:09.059380
Duration	19.09 seconds
Software version	pandas-profiling vv3.6.3
Download configuration	config.json

id
Real number (ℝ)

Distinct	924
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	708.34524

Minimum	10
Maximum	1450
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	10
5-th percentile	84.15
Q1	325.75
median	721.5
Q3	1064.25
95-th percentile	1371.85
Maximum	1450
Range	1440
Interquartile range (IQR)	738.5

Descriptive statistics

Standard deviation	419.14413
Coefficient of variation (CV)	0.59172294
Kurtosis	-1.2504876
Mean	708.34524
Median Absolute Deviation (MAD)	371
Skewness	0.051442403
Sum	654511
Variance	175681.8
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	1	0.1%
935	1	0.1%
937	1	0.1%
938	1	0.1%
939	1	0.1%
940	1	0.1%
950	1	0.1%
951	1	0.1%
952	1	0.1%
953	1	0.1%
Other values (914)	914	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	0.1%
11	1	0.1%
12	1	0.1%
13	1	0.1%
14	1	0.1%
15	1	0.1%
16	1	0.1%
17	1	0.1%
18	1	0.1%
19	1	0.1%

Value	Count	Frequency (%)
1450	1	0.1%
1449	1	0.1%
1448	1	0.1%
1447	1	0.1%
1446	1	0.1%
1445	1	0.1%
1433	1	0.1%
1432	1	0.1%
1431	1	0.1%
1430	1	0.1%

team_fifa_api_id
Real number (ℝ)

Distinct	164
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13120.972

Minimum	1
Maximum	112409
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	59
median	244
Q3	1819
95-th percentile	110636
Maximum	112409
Range	112408
Interquartile range (IQR)	1760

Descriptive statistics

Standard deviation	34707.921
Coefficient of variation (CV)	2.6452249
Kurtosis	3.9683939
Mean	13120.972
Median Absolute Deviation (MAD)	224
Skewness	2.4371496
Sum	12123778
Variance	1.2046398 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
614	6	0.6%
219	6	0.6%
69	6	0.6%
70	6	0.6%
1823	6	0.6%
71	6	0.6%
13	6	0.6%
72	6	0.6%
1792	6	0.6%
171	6	0.6%
Other values (154)	864	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	0.6%
2	6	0.6%
3	6	0.6%
4	6	0.6%
5	6	0.6%
7	6	0.6%
9	6	0.6%
10	6	0.6%
11	6	0.6%
12	6	0.6%

Value	Count	Frequency (%)
112409	2	0.2%
112225	4	0.4%
111989	6	0.6%
111974	6	0.6%
111657	3	0.3%
111376	3	0.3%
111271	5	0.5%
111239	5	0.5%
110915	6	0.6%
110832	5	0.5%

team_api_id
Real number (ℝ)

Distinct	164
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10116.647

Minimum	4087
Maximum	208931
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	4087
5-th percentile	8121
Q1	8479
median	8661
Q3	9864
95-th percentile	10260
Maximum	208931
Range	204844
Interquartile range (IQR)	1385

Descriptive statistics

Standard deviation	12290.762
Coefficient of variation (CV)	1.2149047
Kurtosis	173.60827
Mean	10116.647
Median Absolute Deviation (MAD)	483.5
Skewness	12.57016
Sum	9347782
Variance	1.5106283 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8576	6	0.6%
8592	6	0.6%
9829	6	0.6%
10249	6	0.6%
8481	6	0.6%
9830	6	0.6%
10261	6	0.6%
9831	6	0.6%
9850	6	0.6%
8165	6	0.6%
Other values (154)	864	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4087	5	0.5%
4170	3	0.3%
6269	4	0.4%
6391	2	0.2%
7794	5	0.5%
7819	6	0.6%
7869	6	0.6%
7878	5	0.5%
7943	6	0.6%
8121	6	0.6%

Value	Count	Frequency (%)
208931	2	0.2%
108893	6	0.6%
10281	6	0.6%
10278	5	0.5%
10269	6	0.6%
10268	6	0.6%
10267	6	0.6%
10261	6	0.6%
10260	6	0.6%
10252	6	0.6%

date
Categorical

HIGH CORRELATION UNIFORM

Distinct	6
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

2011-02-22 00:00:00	156
2012-02-22 00:00:00	156
2014-09-19 00:00:00	155
2013-09-20 00:00:00	153
2015-09-10 00:00:00	153

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	17556
Distinct characters	10
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2010-02-22 00:00:00
2nd row	2011-02-22 00:00:00
3rd row	2012-02-22 00:00:00
4th row	2013-09-20 00:00:00
5th row	2014-09-19 00:00:00

Common Values

Value	Count	Frequency (%)
2011-02-22 00:00:00	156	16.9%
2012-02-22 00:00:00	156	16.9%
2014-09-19 00:00:00	155	16.8%
2013-09-20 00:00:00	153	16.6%
2015-09-10 00:00:00	153	16.6%
2010-02-22 00:00:00	151	16.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
00:00:00	924	50.0%
2011-02-22	156	8.4%
2012-02-22	156	8.4%
2014-09-19	155	8.4%
2013-09-20	153	8.3%
2015-09-10	153	8.3%
2010-02-22	151	8.2%

Most occurring characters

Value	Count	Frequency (%)
0	7849	44.7%
2	2622	14.9%
-	1848	10.5%
:	1848	10.5%
1	1388	7.9%
	924	5.3%
9	616	3.5%
4	155	0.9%
3	153	0.9%
5	153	0.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	12936	73.7%
Dash Punctuation	1848	10.5%
Other Punctuation	1848	10.5%
Space Separator	924	5.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	7849	60.7%
2	2622	20.3%
1	1388	10.7%
9	616	4.8%
4	155	1.2%
3	153	1.2%
5	153	1.2%

Dash Punctuation

Value	Count	Frequency (%)
-	1848	100.0%

Other Punctuation

Value	Count	Frequency (%)
:	1848	100.0%

Space Separator

Value	Count	Frequency (%)
	924	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	17556	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	7849	44.7%
2	2622	14.9%
-	1848	10.5%
:	1848	10.5%
1	1388	7.9%
	924	5.3%
9	616	3.5%
4	155	0.9%
3	153	0.9%
5	153	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17556	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	7849	44.7%
2	2622	14.9%
-	1848	10.5%
:	1848	10.5%
1	1388	7.9%
	924	5.3%
9	616	3.5%
4	155	0.9%
3	153	0.9%
5	153	0.9%

buildUpPlaySpeed
Real number (ℝ)

Distinct	56
Distinct (%)	6.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.541126

Minimum	20
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	20
5-th percentile	34
Q1	46
median	54
Q3	63
95-th percentile	70
Maximum	80
Range	60
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	11.318181
Coefficient of variation (CV)	0.2113923
Kurtosis	-0.36443459
Mean	53.541126
Median Absolute Deviation (MAD)	8
Skewness	-0.34374588
Sum	49472
Variance	128.10123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	55	6.0%
65	50	5.4%
55	48	5.2%
60	46	5.0%
70	44	4.8%
45	44	4.8%
49	37	4.0%
48	36	3.9%
64	32	3.5%
63	29	3.1%
Other values (46)	503	54.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	3	0.3%
23	1	0.1%
24	3	0.3%
25	2	0.2%
26	2	0.2%
28	1	0.1%
29	2	0.2%
30	25	2.7%
31	2	0.2%
32	2	0.2%

Value	Count	Frequency (%)
80	1	0.1%
78	2	0.2%
77	1	0.1%
76	3	0.3%
75	6	0.6%
74	1	0.1%
73	5	0.5%
72	4	0.4%
71	6	0.6%
70	44	4.8%

buildUpPlaySpeedClass
Categorical

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Balanced	766
Fast	115
Slow	43

Length

Max length	8
Median length	8
Mean length	7.3160173
Min length	4

Characters and Unicode

Total characters	6760
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Balanced
2nd row	Balanced
3rd row	Balanced
4th row	Balanced
5th row	Balanced

Common Values

Value	Count	Frequency (%)
Balanced	766	82.9%
Fast	115	12.4%
Slow	43	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
balanced	766	82.9%
fast	115	12.4%
slow	43	4.7%

Most occurring characters

Value	Count	Frequency (%)
a	1647	24.4%
l	809	12.0%
B	766	11.3%
n	766	11.3%
c	766	11.3%
e	766	11.3%
d	766	11.3%
F	115	1.7%
s	115	1.7%
t	115	1.7%
Other values (3)	129	1.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5836	86.3%
Uppercase Letter	924	13.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	1647	28.2%
l	809	13.9%
n	766	13.1%
c	766	13.1%
e	766	13.1%
d	766	13.1%
s	115	2.0%
t	115	2.0%
o	43	0.7%
w	43	0.7%

Uppercase Letter

Value	Count	Frequency (%)
B	766	82.9%
F	115	12.4%
S	43	4.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6760	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	1647	24.4%
l	809	12.0%
B	766	11.3%
n	766	11.3%
c	766	11.3%
e	766	11.3%
d	766	11.3%
F	115	1.7%
s	115	1.7%
t	115	1.7%
Other values (3)	129	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6760	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	1647	24.4%
l	809	12.0%
B	766	11.3%
n	766	11.3%
c	766	11.3%
e	766	11.3%
d	766	11.3%
F	115	1.7%
s	115	1.7%
t	115	1.7%
Other values (3)	129	1.9%

buildUpPlayDribbling
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	47
Distinct (%)	15.3%
Missing	616
Missing (%)	66.7%
Infinite	0
Infinite (%)	0.0%
Mean	48.373377

Minimum	24
Maximum	77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	24
5-th percentile	31.35
Q1	41
median	49
Q3	55
95-th percentile	67.65
Maximum	77
Range	53
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.66335
Coefficient of variation (CV)	0.22043841
Kurtosis	-0.43557957
Mean	48.373377
Median Absolute Deviation (MAD)	7
Skewness	0.012177297
Sum	14899
Variance	113.70704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
52	21	2.3%
48	19	2.1%
55	17	1.8%
53	15	1.6%
54	14	1.5%
36	10	1.1%
41	10	1.1%
51	10	1.1%
32	10	1.1%
56	10	1.1%
Other values (37)	172	18.6%
(Missing)	616	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24	2	0.2%
26	1	0.1%
27	1	0.1%
28	3	0.3%
29	4	0.4%
30	1	0.1%
31	4	0.4%
32	10	1.1%
33	3	0.3%
34	8	0.9%

Value	Count	Frequency (%)
77	1	0.1%
74	1	0.1%
71	3	0.3%
70	5	0.5%
69	5	0.5%
68	1	0.1%
67	1	0.1%
66	2	0.2%
65	3	0.3%
62	8	0.9%

buildUpPlayDribblingClass
Categorical

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Little	645
Normal	262
Lots	17

Length

Max length	6
Median length	6
Mean length	5.9632035
Min length	4

Characters and Unicode

Total characters	5510
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Little
2nd row	Little
3rd row	Little
4th row	Little
5th row	Normal

Common Values

Value	Count	Frequency (%)
Little	645	69.8%
Normal	262	28.4%
Lots	17	1.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
little	645	69.8%
normal	262	28.4%
lots	17	1.8%

Most occurring characters

Value	Count	Frequency (%)
t	1307	23.7%
l	907	16.5%
L	662	12.0%
i	645	11.7%
e	645	11.7%
o	279	5.1%
N	262	4.8%
r	262	4.8%
m	262	4.8%
a	262	4.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4586	83.2%
Uppercase Letter	924	16.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	1307	28.5%
l	907	19.8%
i	645	14.1%
e	645	14.1%
o	279	6.1%
r	262	5.7%
m	262	5.7%
a	262	5.7%
s	17	0.4%

Uppercase Letter

Value	Count	Frequency (%)
L	662	71.6%
N	262	28.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5510	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	1307	23.7%
l	907	16.5%
L	662	12.0%
i	645	11.7%
e	645	11.7%
o	279	5.1%
N	262	4.8%
r	262	4.8%
m	262	4.8%
a	262	4.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5510	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	1307	23.7%
l	907	16.5%
L	662	12.0%
i	645	11.7%
e	645	11.7%
o	279	5.1%
N	262	4.8%
r	262	4.8%
m	262	4.8%
a	262	4.8%

buildUpPlayPassing
Real number (ℝ)

Distinct	58
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.666667

Minimum	20
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	20
5-th percentile	30
Q1	40
median	50
Q3	55
95-th percentile	70
Maximum	80
Range	60
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.285103
Coefficient of variation (CV)	0.23188568
Kurtosis	-0.46441031
Mean	48.666667
Median Absolute Deviation (MAD)	7
Skewness	0.1138595
Sum	44968
Variance	127.35356
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	80	8.7%
30	53	5.7%
35	47	5.1%
52	45	4.9%
55	42	4.5%
40	40	4.3%
48	40	4.3%
54	37	4.0%
45	34	3.7%
70	31	3.4%
Other values (48)	475	51.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	1	0.1%
22	1	0.1%
23	3	0.3%
24	2	0.2%
25	1	0.1%
26	3	0.3%
27	1	0.1%
28	1	0.1%
29	4	0.4%
30	53	5.7%

Value	Count	Frequency (%)
80	1	0.1%
79	1	0.1%
77	1	0.1%
75	2	0.2%
74	1	0.1%
73	6	0.6%
72	5	0.5%
71	1	0.1%
70	31	3.4%
69	5	0.5%

buildUpPlayPassingClass
Categorical

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Mixed	771
Short	85
Long	68

Length

Max length	5
Median length	5
Mean length	4.9264069
Min length	4

Characters and Unicode

Total characters	4552
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mixed
2nd row	Mixed
3rd row	Mixed
4th row	Mixed
5th row	Mixed

Common Values

Value	Count	Frequency (%)
Mixed	771	83.4%
Short	85	9.2%
Long	68	7.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
mixed	771	83.4%
short	85	9.2%
long	68	7.4%

Most occurring characters

Value	Count	Frequency (%)
M	771	16.9%
i	771	16.9%
x	771	16.9%
e	771	16.9%
d	771	16.9%
o	153	3.4%
S	85	1.9%
h	85	1.9%
r	85	1.9%
t	85	1.9%
Other values (3)	204	4.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3628	79.7%
Uppercase Letter	924	20.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	771	21.3%
x	771	21.3%
e	771	21.3%
d	771	21.3%
o	153	4.2%
h	85	2.3%
r	85	2.3%
t	85	2.3%
n	68	1.9%
g	68	1.9%

Uppercase Letter

Value	Count	Frequency (%)
M	771	83.4%
S	85	9.2%
L	68	7.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4552	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
M	771	16.9%
i	771	16.9%
x	771	16.9%
e	771	16.9%
d	771	16.9%
o	153	3.4%
S	85	1.9%
h	85	1.9%
r	85	1.9%
t	85	1.9%
Other values (3)	204	4.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4552	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
M	771	16.9%
i	771	16.9%
x	771	16.9%
e	771	16.9%
d	771	16.9%
o	153	3.4%
S	85	1.9%
h	85	1.9%
r	85	1.9%
t	85	1.9%
Other values (3)	204	4.5%

buildUpPlayPositioningClass
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Organised	877
Free Form	47

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	8316
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Organised
2nd row	Organised
3rd row	Organised
4th row	Organised
5th row	Organised

Common Values

Value	Count	Frequency (%)
Organised	877	94.9%
Free Form	47	5.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
organised	877	90.3%
free	47	4.8%
form	47	4.8%

Most occurring characters

Value	Count	Frequency (%)
r	971	11.7%
e	971	11.7%
O	877	10.5%
g	877	10.5%
a	877	10.5%
n	877	10.5%
i	877	10.5%
s	877	10.5%
d	877	10.5%
F	94	1.1%
Other values (3)	141	1.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7298	87.8%
Uppercase Letter	971	11.7%
Space Separator	47	0.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	971	13.3%
e	971	13.3%
g	877	12.0%
a	877	12.0%
n	877	12.0%
i	877	12.0%
s	877	12.0%
d	877	12.0%
o	47	0.6%
m	47	0.6%

Uppercase Letter

Value	Count	Frequency (%)
O	877	90.3%
F	94	9.7%

Space Separator

Value	Count	Frequency (%)
	47	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8269	99.4%
Common	47	0.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	971	11.7%
e	971	11.7%
O	877	10.6%
g	877	10.6%
a	877	10.6%
n	877	10.6%
i	877	10.6%
s	877	10.6%
d	877	10.6%
F	94	1.1%
Other values (2)	94	1.1%

Common

Value	Count	Frequency (%)
	47	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8316	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	971	11.7%
e	971	11.7%
O	877	10.5%
g	877	10.5%
a	877	10.5%
n	877	10.5%
i	877	10.5%
s	877	10.5%
d	877	10.5%
F	94	1.1%
Other values (3)	141	1.7%

chanceCreationPassing
Real number (ℝ)

Distinct	49
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.498918

Minimum	21
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	21
5-th percentile	35
Q1	46
median	52
Q3	60
95-th percentile	70
Maximum	80
Range	59
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.859738
Coefficient of variation (CV)	0.20685642
Kurtosis	-0.52282583
Mean	52.498918
Median Absolute Deviation (MAD)	7
Skewness	-0.064151094
Sum	48509
Variance	117.93391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
50	66	7.1%
49	62	6.7%
52	53	5.7%
70	46	5.0%
55	45	4.9%
53	44	4.8%
65	37	4.0%
48	34	3.7%
45	33	3.6%
35	33	3.6%
Other values (39)	471	51.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	1	0.1%
28	2	0.2%
30	28	3.0%
31	1	0.1%
32	3	0.3%
33	1	0.1%
34	7	0.8%
35	33	3.6%
36	7	0.8%
37	11	1.2%

Value	Count	Frequency (%)
80	1	0.1%
77	4	0.4%
76	1	0.1%
73	2	0.2%
72	10	1.1%
71	7	0.8%
70	46	5.0%
69	12	1.3%
68	28	3.0%
67	16	1.7%

chanceCreationPassingClass
Categorical

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Normal	761
Risky	127
Safe	36

Length

Max length	6
Median length	6
Mean length	5.784632
Min length	4

Characters and Unicode

Total characters	5345
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normal
2nd row	Normal
3rd row	Normal
4th row	Normal
5th row	Normal

Common Values

Value	Count	Frequency (%)
Normal	761	82.4%
Risky	127	13.7%
Safe	36	3.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	761	82.4%
risky	127	13.7%
safe	36	3.9%

Most occurring characters

Value	Count	Frequency (%)
a	797	14.9%
N	761	14.2%
o	761	14.2%
r	761	14.2%
m	761	14.2%
l	761	14.2%
R	127	2.4%
i	127	2.4%
s	127	2.4%
k	127	2.4%
Other values (4)	235	4.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4421	82.7%
Uppercase Letter	924	17.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	797	18.0%
o	761	17.2%
r	761	17.2%
m	761	17.2%
l	761	17.2%
i	127	2.9%
s	127	2.9%
k	127	2.9%
y	127	2.9%
f	36	0.8%

Uppercase Letter

Value	Count	Frequency (%)
N	761	82.4%
R	127	13.7%
S	36	3.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5345	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	797	14.9%
N	761	14.2%
o	761	14.2%
r	761	14.2%
m	761	14.2%
l	761	14.2%
R	127	2.4%
i	127	2.4%
s	127	2.4%
k	127	2.4%
Other values (4)	235	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5345	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	797	14.9%
N	761	14.2%
o	761	14.2%
r	761	14.2%
m	761	14.2%
l	761	14.2%
R	127	2.4%
i	127	2.4%
s	127	2.4%
k	127	2.4%
Other values (4)	235	4.4%

chanceCreationCrossing
Real number (ℝ)

Distinct	55
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.971861

Minimum	20
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	20
5-th percentile	34
Q1	47
median	54
Q3	63
95-th percentile	70
Maximum	80
Range	60
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.388694
Coefficient of variation (CV)	0.21101169
Kurtosis	-0.41974502
Mean	53.971861
Median Absolute Deviation (MAD)	8
Skewness	-0.26491844
Sum	49870
Variance	129.70235
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	58	6.3%
70	56	6.1%
54	49	5.3%
52	49	5.3%
65	48	5.2%
60	42	4.5%
55	34	3.7%
53	31	3.4%
51	29	3.1%
45	27	2.9%
Other values (45)	501	54.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	2	0.2%
23	1	0.1%
24	1	0.1%
25	3	0.3%
26	2	0.2%
27	1	0.1%
30	16	1.7%
31	5	0.5%
33	5	0.5%
34	17	1.8%

Value	Count	Frequency (%)
80	2	0.2%
78	3	0.3%
77	3	0.3%
76	4	0.4%
75	1	0.1%
74	3	0.3%
73	8	0.9%
72	10	1.1%
71	7	0.8%
70	56	6.1%

chanceCreationCrossingClass
Categorical

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Normal	745
Lots	143
Little	36

Length

Max length	6
Median length	6
Mean length	5.6904762
Min length	4

Characters and Unicode

Total characters	5258
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normal
2nd row	Normal
3rd row	Normal
4th row	Normal
5th row	Normal

Common Values

Value	Count	Frequency (%)
Normal	745	80.6%
Lots	143	15.5%
Little	36	3.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	745	80.6%
lots	143	15.5%
little	36	3.9%

Most occurring characters

Value	Count	Frequency (%)
o	888	16.9%
l	781	14.9%
N	745	14.2%
r	745	14.2%
m	745	14.2%
a	745	14.2%
t	215	4.1%
L	179	3.4%
s	143	2.7%
i	36	0.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4334	82.4%
Uppercase Letter	924	17.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	888	20.5%
l	781	18.0%
r	745	17.2%
m	745	17.2%
a	745	17.2%
t	215	5.0%
s	143	3.3%
i	36	0.8%
e	36	0.8%

Uppercase Letter

Value	Count	Frequency (%)
N	745	80.6%
L	179	19.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5258	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	888	16.9%
l	781	14.9%
N	745	14.2%
r	745	14.2%
m	745	14.2%
a	745	14.2%
t	215	4.1%
L	179	3.4%
s	143	2.7%
i	36	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5258	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	888	16.9%
l	781	14.9%
N	745	14.2%
r	745	14.2%
m	745	14.2%
a	745	14.2%
t	215	4.1%
L	179	3.4%
s	143	2.7%
i	36	0.7%

chanceCreationShooting
Real number (ℝ)

Distinct	54
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.248918

Minimum	22
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	22
5-th percentile	35.15
Q1	49
median	54
Q3	63
95-th percentile	70
Maximum	80
Range	58
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.548179
Coefficient of variation (CV)	0.19444036
Kurtosis	-0.21944756
Mean	54.248918
Median Absolute Deviation (MAD)	6
Skewness	-0.18422415
Sum	50126
Variance	111.26408
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	81	8.8%
70	69	7.5%
52	60	6.5%
55	58	6.3%
65	51	5.5%
53	43	4.7%
60	35	3.8%
56	34	3.7%
48	34	3.7%
49	30	3.2%
Other values (44)	429	46.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	1	0.1%
23	4	0.4%
24	1	0.1%
29	2	0.2%
30	5	0.5%
31	1	0.1%
32	3	0.3%
33	1	0.1%
34	9	1.0%
35	20	2.2%

Value	Count	Frequency (%)
80	4	0.4%
79	1	0.1%
78	1	0.1%
77	1	0.1%
76	1	0.1%
75	4	0.4%
73	5	0.5%
72	10	1.1%
71	2	0.2%
70	69	7.5%

chanceCreationShootingClass
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Normal	774
Lots	132
Little	18

Length

Max length	6
Median length	6
Mean length	5.7142857
Min length	4

Characters and Unicode

Total characters	5280
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Normal
2nd row	Normal
3rd row	Normal
4th row	Normal
5th row	Normal

Common Values

Value	Count	Frequency (%)
Normal	774	83.8%
Lots	132	14.3%
Little	18	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	774	83.8%
lots	132	14.3%
little	18	1.9%

Most occurring characters

Value	Count	Frequency (%)
o	906	17.2%
l	792	15.0%
N	774	14.7%
r	774	14.7%
m	774	14.7%
a	774	14.7%
t	168	3.2%
L	150	2.8%
s	132	2.5%
i	18	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4356	82.5%
Uppercase Letter	924	17.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	906	20.8%
l	792	18.2%
r	774	17.8%
m	774	17.8%
a	774	17.8%
t	168	3.9%
s	132	3.0%
i	18	0.4%
e	18	0.4%

Uppercase Letter

Value	Count	Frequency (%)
N	774	83.8%
L	150	16.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5280	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	906	17.2%
l	792	15.0%
N	774	14.7%
r	774	14.7%
m	774	14.7%
a	774	14.7%
t	168	3.2%
L	150	2.8%
s	132	2.5%
i	18	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5280	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	906	17.2%
l	792	15.0%
N	774	14.7%
r	774	14.7%
m	774	14.7%
a	774	14.7%
t	168	3.2%
L	150	2.8%
s	132	2.5%
i	18	0.3%

chanceCreationPositioningClass
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Organised	809
Free Form	115

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	8316
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Organised
2nd row	Organised
3rd row	Organised
4th row	Organised
5th row	Organised

Common Values

Value	Count	Frequency (%)
Organised	809	87.6%
Free Form	115	12.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
organised	809	77.9%
free	115	11.1%
form	115	11.1%

Most occurring characters

Value	Count	Frequency (%)
r	1039	12.5%
e	1039	12.5%
O	809	9.7%
g	809	9.7%
a	809	9.7%
n	809	9.7%
i	809	9.7%
s	809	9.7%
d	809	9.7%
F	230	2.8%
Other values (3)	345	4.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7162	86.1%
Uppercase Letter	1039	12.5%
Space Separator	115	1.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	1039	14.5%
e	1039	14.5%
g	809	11.3%
a	809	11.3%
n	809	11.3%
i	809	11.3%
s	809	11.3%
d	809	11.3%
o	115	1.6%
m	115	1.6%

Uppercase Letter

Value	Count	Frequency (%)
O	809	77.9%
F	230	22.1%

Space Separator

Value	Count	Frequency (%)
	115	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8201	98.6%
Common	115	1.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	1039	12.7%
e	1039	12.7%
O	809	9.9%
g	809	9.9%
a	809	9.9%
n	809	9.9%
i	809	9.9%
s	809	9.9%
d	809	9.9%
F	230	2.8%
Other values (2)	230	2.8%

Common

Value	Count	Frequency (%)
	115	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8316	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	1039	12.5%
e	1039	12.5%
O	809	9.7%
g	809	9.7%
a	809	9.7%
n	809	9.7%
i	809	9.7%
s	809	9.7%
d	809	9.7%
F	230	2.8%
Other values (3)	345	4.1%

defencePressure
Real number (ℝ)

Distinct	48
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.968615

Minimum	23
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	23
5-th percentile	30
Q1	38
median	45
Q3	51
95-th percentile	66
Maximum	72
Range	49
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	10.294372
Coefficient of variation (CV)	0.22394349
Kurtosis	-0.12293566
Mean	45.968615
Median Absolute Deviation (MAD)	6
Skewness	0.42351891
Sum	42475
Variance	105.9741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
45	79	8.5%
47	52	5.6%
35	52	5.6%
30	45	4.9%
50	42	4.5%
70	40	4.3%
49	39	4.2%
40	38	4.1%
48	35	3.8%
39	35	3.8%
Other values (38)	467	50.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	3	0.3%
24	2	0.2%
25	6	0.6%
26	3	0.3%
27	2	0.2%
28	2	0.2%
29	3	0.3%
30	45	4.9%
31	4	0.4%
32	3	0.3%

Value	Count	Frequency (%)
72	1	0.1%
70	40	4.3%
68	3	0.3%
67	1	0.1%
66	3	0.3%
65	13	1.4%
64	6	0.6%
63	8	0.9%
62	3	0.3%
61	7	0.8%

defencePressureClass
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Medium	791
Deep	88
High	45

Length

Max length	6
Median length	6
Mean length	5.7121212
Min length	4

Characters and Unicode

Total characters	5278
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Deep
2nd row	Medium
3rd row	Medium
4th row	Medium
5th row	Medium

Common Values

Value	Count	Frequency (%)
Medium	791	85.6%
Deep	88	9.5%
High	45	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
medium	791	85.6%
deep	88	9.5%
high	45	4.9%

Most occurring characters

Value	Count	Frequency (%)
e	967	18.3%
i	836	15.8%
M	791	15.0%
d	791	15.0%
u	791	15.0%
m	791	15.0%
D	88	1.7%
p	88	1.7%
H	45	0.9%
g	45	0.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4354	82.5%
Uppercase Letter	924	17.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	967	22.2%
i	836	19.2%
d	791	18.2%
u	791	18.2%
m	791	18.2%
p	88	2.0%
g	45	1.0%
h	45	1.0%

Uppercase Letter

Value	Count	Frequency (%)
M	791	85.6%
D	88	9.5%
H	45	4.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5278	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	967	18.3%
i	836	15.8%
M	791	15.0%
d	791	15.0%
u	791	15.0%
m	791	15.0%
D	88	1.7%
p	88	1.7%
H	45	0.9%
g	45	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5278	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	967	18.3%
i	836	15.8%
M	791	15.0%
d	791	15.0%
u	791	15.0%
m	791	15.0%
D	88	1.7%
p	88	1.7%
H	45	0.9%
g	45	0.9%

defenceAggression
Real number (ℝ)

Distinct	46
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.742424

Minimum	27
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	27
5-th percentile	34
Q1	44
median	49
Q3	55
95-th percentile	70
Maximum	72
Range	45
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	9.4380972
Coefficient of variation (CV)	0.18973939
Kurtosis	-0.067280966
Mean	49.742424
Median Absolute Deviation (MAD)	6
Skewness	0.27455522
Sum	45962
Variance	89.077678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
45	85	9.2%
55	58	6.3%
50	58	6.3%
70	53	5.7%
47	50	5.4%
44	44	4.8%
52	40	4.3%
48	40	4.3%
46	38	4.1%
60	35	3.8%
Other values (36)	423	45.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	0.1%
28	1	0.1%
29	1	0.1%
30	28	3.0%
31	2	0.2%
32	2	0.2%
33	3	0.3%
34	14	1.5%
35	12	1.3%
36	1	0.1%

Value	Count	Frequency (%)
72	1	0.1%
71	1	0.1%
70	53	5.7%
69	1	0.1%
68	2	0.2%
67	7	0.8%
66	4	0.4%
65	22	2.4%
64	2	0.2%
63	6	0.6%

defenceAggressionClass
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Press	821
Double	65
Contain	38

Length

Max length	7
Median length	5
Mean length	5.1525974
Min length	5

Characters and Unicode

Total characters	4761
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Double
2nd row	Press
3rd row	Press
4th row	Press
5th row	Press

Common Values

Value	Count	Frequency (%)
Press	821	88.9%
Double	65	7.0%
Contain	38	4.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
press	821	88.9%
double	65	7.0%
contain	38	4.1%

Most occurring characters

Value	Count	Frequency (%)
s	1642	34.5%
e	886	18.6%
P	821	17.2%
r	821	17.2%
o	103	2.2%
n	76	1.6%
D	65	1.4%
u	65	1.4%
b	65	1.4%
l	65	1.4%
Other values (4)	152	3.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3837	80.6%
Uppercase Letter	924	19.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
s	1642	42.8%
e	886	23.1%
r	821	21.4%
o	103	2.7%
n	76	2.0%
u	65	1.7%
b	65	1.7%
l	65	1.7%
t	38	1.0%
a	38	1.0%

Uppercase Letter

Value	Count	Frequency (%)
P	821	88.9%
D	65	7.0%
C	38	4.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4761	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
s	1642	34.5%
e	886	18.6%
P	821	17.2%
r	821	17.2%
o	103	2.2%
n	76	1.6%
D	65	1.4%
u	65	1.4%
b	65	1.4%
l	65	1.4%
Other values (4)	152	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4761	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
s	1642	34.5%
e	886	18.6%
P	821	17.2%
r	821	17.2%
o	103	2.2%
n	76	1.6%
D	65	1.4%
u	65	1.4%
b	65	1.4%
l	65	1.4%
Other values (4)	152	3.2%

defenceTeamWidth
Real number (ℝ)

Distinct	42
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.270563

Minimum	29
Maximum	73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.4 KiB

Quantile statistics

Minimum	29
5-th percentile	35
Q1	48
median	52
Q3	58
95-th percentile	69
Maximum	73
Range	44
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.3459083
Coefficient of variation (CV)	0.17879869
Kurtosis	-0.14458383
Mean	52.270563
Median Absolute Deviation (MAD)	5
Skewness	-0.10509277
Sum	48298
Variance	87.346001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
50	99	10.7%
52	49	5.3%
65	49	5.3%
53	48	5.2%
51	48	5.2%
49	45	4.9%
55	45	4.9%
70	44	4.8%
54	39	4.2%
45	38	4.1%
Other values (32)	420	45.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29	1	0.1%
30	23	2.5%
32	2	0.2%
33	2	0.2%
34	3	0.3%
35	22	2.4%
36	6	0.6%
37	5	0.5%
38	9	1.0%
39	15	1.6%

Value	Count	Frequency (%)
73	1	0.1%
70	44	4.8%
69	5	0.5%
68	15	1.6%
67	11	1.2%
66	10	1.1%
65	49	5.3%
64	7	0.8%
63	5	0.5%
62	18	1.9%

defenceTeamWidthClass
Categorical

HIGH CORRELATION IMBALANCE

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Normal	820
Wide	76
Narrow	28

Length

Max length	6
Median length	6
Mean length	5.8354978
Min length	4

Characters and Unicode

Total characters	5392
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Narrow
2nd row	Normal
3rd row	Normal
4th row	Normal
5th row	Normal

Common Values

Value	Count	Frequency (%)
Normal	820	88.7%
Wide	76	8.2%
Narrow	28	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	820	88.7%
wide	76	8.2%
narrow	28	3.0%

Most occurring characters

Value	Count	Frequency (%)
r	876	16.2%
N	848	15.7%
o	848	15.7%
a	848	15.7%
m	820	15.2%
l	820	15.2%
W	76	1.4%
i	76	1.4%
d	76	1.4%
e	76	1.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4468	82.9%
Uppercase Letter	924	17.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	876	19.6%
o	848	19.0%
a	848	19.0%
m	820	18.4%
l	820	18.4%
i	76	1.7%
d	76	1.7%
e	76	1.7%
w	28	0.6%

Uppercase Letter

Value	Count	Frequency (%)
N	848	91.8%
W	76	8.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5392	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	876	16.2%
N	848	15.7%
o	848	15.7%
a	848	15.7%
m	820	15.2%
l	820	15.2%
W	76	1.4%
i	76	1.4%
d	76	1.4%
e	76	1.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5392	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	876	16.2%
N	848	15.7%
o	848	15.7%
a	848	15.7%
m	820	15.2%
l	820	15.2%
W	76	1.4%
i	76	1.4%
d	76	1.4%
e	76	1.4%

defenceDefenderLineClass
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	14.4 KiB

Cover	853
Offside Trap	71

Length

Max length	12
Median length	5
Mean length	5.5378788
Min length	5

Characters and Unicode

Total characters	5117
Distinct characters	14
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Offside Trap
2nd row	Cover
3rd row	Cover
4th row	Cover
5th row	Cover

Common Values

Value	Count	Frequency (%)
Cover	853	92.3%
Offside Trap	71	7.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cover	853	85.7%
offside	71	7.1%
trap	71	7.1%

Most occurring characters

Value	Count	Frequency (%)
e	924	18.1%
r	924	18.1%
C	853	16.7%
o	853	16.7%
v	853	16.7%
f	142	2.8%
O	71	1.4%
s	71	1.4%
i	71	1.4%
d	71	1.4%
Other values (4)	284	5.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4051	79.2%
Uppercase Letter	995	19.4%
Space Separator	71	1.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	924	22.8%
r	924	22.8%
o	853	21.1%
v	853	21.1%
f	142	3.5%
s	71	1.8%
i	71	1.8%
d	71	1.8%
a	71	1.8%
p	71	1.8%

Uppercase Letter

Value	Count	Frequency (%)
C	853	85.7%
O	71	7.1%
T	71	7.1%

Space Separator

Value	Count	Frequency (%)
	71	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5046	98.6%
Common	71	1.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	924	18.3%
r	924	18.3%
C	853	16.9%
o	853	16.9%
v	853	16.9%
f	142	2.8%
O	71	1.4%
s	71	1.4%
i	71	1.4%
d	71	1.4%
Other values (3)	213	4.2%

Common

Value	Count	Frequency (%)
	71	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5117	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	924	18.1%
r	924	18.1%
C	853	16.7%
o	853	16.7%
v	853	16.7%
f	142	2.8%
O	71	1.4%
s	71	1.4%
i	71	1.4%
d	71	1.4%
Other values (4)	284	5.6%

Auto

Heatmap
Table

	id	team_fifa_api_id	team_api_id	buildUpPlaySpeed	buildUpPlayDribbling	buildUpPlayPassing	chanceCreationPassing	chanceCreationCrossing	chanceCreationShooting	defencePressure	defenceAggression	defenceTeamWidth	date	buildUpPlaySpeedClass	buildUpPlayDribblingClass	buildUpPlayPassingClass	buildUpPlayPositioningClass	chanceCreationPassingClass	chanceCreationCrossingClass	chanceCreationShootingClass	chanceCreationPositioningClass	defencePressureClass	defenceAggressionClass	defenceTeamWidthClass	defenceDefenderLineClass
id	1.000	-0.025	0.138	-0.006	0.089	-0.023	0.073	0.106	0.017	0.048	-0.016	-0.003	0.000	0.082	0.000	0.079	0.170	0.098	0.080	0.052	0.142	0.000	0.071	0.016	0.090
team_fifa_api_id	-0.025	1.000	-0.141	-0.082	0.024	0.038	0.022	-0.054	0.006	-0.109	-0.053	0.050	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.057	0.071	0.066	0.000	0.013	0.036
team_api_id	0.138	-0.141	1.000	-0.018	-0.062	-0.020	-0.008	-0.035	-0.051	-0.015	-0.024	-0.043	0.000	0.079	0.026	0.022	0.000	0.029	0.000	0.046	0.000	0.047	0.000	0.000	0.000
buildUpPlaySpeed	-0.006	-0.082	-0.018	1.000	-0.016	0.294	0.293	0.194	0.144	0.042	0.148	-0.045	0.202	0.919	0.093	0.378	0.082	0.226	0.203	0.158	0.133	0.194	0.340	0.150	0.203
buildUpPlayDribbling	0.089	0.024	-0.062	-0.016	1.000	-0.118	0.046	0.052	0.091	0.005	0.023	0.073	0.112	0.043	0.933	0.000	0.120	0.174	0.151	0.231	0.000	0.146	0.000	0.000	0.229
buildUpPlayPassing	-0.023	0.038	-0.020	0.294	-0.118	1.000	0.236	0.236	-0.096	-0.113	0.071	0.002	0.234	0.380	0.094	0.924	0.316	0.306	0.301	0.144	0.265	0.237	0.311	0.154	0.391
chanceCreationPassing	0.073	0.022	-0.008	0.293	0.046	0.236	1.000	0.248	0.100	0.230	0.154	0.107	0.199	0.298	0.142	0.317	0.143	0.925	0.280	0.100	0.160	0.230	0.290	0.204	0.182
chanceCreationCrossing	0.106	-0.054	-0.035	0.194	0.052	0.236	0.248	1.000	0.021	0.105	0.107	0.101	0.199	0.197	0.141	0.305	0.126	0.298	0.907	0.105	0.184	0.179	0.265	0.171	0.123
chanceCreationShooting	0.017	0.006	-0.051	0.144	0.091	-0.096	0.100	0.021	1.000	0.169	0.102	0.150	0.229	0.171	0.118	0.180	0.266	0.122	0.128	0.950	0.229	0.215	0.164	0.165	0.246
defencePressure	0.048	-0.109	-0.015	0.042	0.005	-0.113	0.230	0.105	0.169	1.000	0.260	0.415	0.259	0.182	0.125	0.238	0.109	0.264	0.153	0.228	0.139	0.947	0.320	0.521	0.194
defenceAggression	-0.016	-0.053	-0.024	0.148	0.023	0.071	0.154	0.107	0.102	0.260	1.000	0.095	0.292	0.291	0.141	0.301	0.228	0.272	0.205	0.148	0.143	0.326	0.942	0.291	0.358
defenceTeamWidth	-0.003	0.050	-0.043	-0.045	0.073	0.002	0.107	0.101	0.150	0.415	0.095	1.000	0.279	0.154	0.124	0.199	0.123	0.189	0.175	0.155	0.124	0.565	0.299	0.929	0.203
date	0.000	0.000	0.000	0.202	0.112	0.234	0.199	0.199	0.229	0.259	0.292	0.279	1.000	0.186	0.656	0.288	0.168	0.230	0.174	0.261	0.131	0.351	0.385	0.311	0.398
buildUpPlaySpeedClass	0.082	0.000	0.079	0.919	0.043	0.380	0.298	0.197	0.171	0.182	0.291	0.154	0.186	1.000	0.070	0.353	0.086	0.261	0.189	0.134	0.126	0.130	0.276	0.082	0.162
buildUpPlayDribblingClass	0.000	0.000	0.026	0.093	0.933	0.094	0.142	0.141	0.118	0.125	0.141	0.124	0.656	0.070	1.000	0.040	0.076	0.056	0.058	0.101	0.064	0.100	0.112	0.115	0.152
buildUpPlayPassingClass	0.079	0.000	0.022	0.378	0.000	0.924	0.317	0.305	0.180	0.238	0.301	0.199	0.288	0.353	0.040	1.000	0.283	0.291	0.266	0.145	0.213	0.198	0.270	0.115	0.329
buildUpPlayPositioningClass	0.170	0.000	0.000	0.082	0.120	0.316	0.143	0.126	0.266	0.109	0.228	0.123	0.168	0.086	0.076	0.283	1.000	0.040	0.070	0.231	0.397	0.071	0.143	0.069	0.236
chanceCreationPassingClass	0.098	0.000	0.029	0.226	0.174	0.306	0.925	0.298	0.122	0.264	0.272	0.189	0.230	0.261	0.056	0.291	0.040	1.000	0.249	0.107	0.099	0.176	0.231	0.155	0.153
chanceCreationCrossingClass	0.080	0.000	0.000	0.203	0.151	0.301	0.280	0.907	0.128	0.153	0.205	0.175	0.174	0.189	0.058	0.266	0.070	0.249	1.000	0.066	0.140	0.125	0.189	0.161	0.066
chanceCreationShootingClass	0.052	0.057	0.046	0.158	0.231	0.144	0.100	0.105	0.950	0.228	0.148	0.155	0.261	0.134	0.101	0.145	0.231	0.107	0.066	1.000	0.213	0.196	0.115	0.121	0.181
chanceCreationPositioningClass	0.142	0.071	0.000	0.133	0.000	0.265	0.160	0.184	0.229	0.139	0.143	0.124	0.131	0.126	0.064	0.213	0.397	0.099	0.140	0.213	1.000	0.000	0.039	0.000	0.152
defencePressureClass	0.000	0.066	0.047	0.194	0.146	0.237	0.230	0.179	0.215	0.947	0.326	0.565	0.351	0.130	0.100	0.198	0.071	0.176	0.125	0.196	0.000	1.000	0.292	0.482	0.133
defenceAggressionClass	0.071	0.000	0.000	0.340	0.000	0.311	0.290	0.265	0.164	0.320	0.942	0.299	0.385	0.276	0.112	0.270	0.143	0.231	0.189	0.115	0.039	0.292	1.000	0.241	0.326
defenceTeamWidthClass	0.016	0.013	0.000	0.150	0.000	0.154	0.204	0.171	0.165	0.521	0.291	0.929	0.311	0.082	0.115	0.115	0.069	0.155	0.161	0.121	0.000	0.482	0.241	1.000	0.154
defenceDefenderLineClass	0.090	0.036	0.000	0.203	0.229	0.391	0.182	0.123	0.246	0.194	0.358	0.203	0.398	0.162	0.152	0.329	0.236	0.153	0.066	0.181	0.152	0.133	0.326	0.154	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	team_fifa_api_id	team_api_id	date	buildUpPlaySpeed	buildUpPlaySpeedClass	buildUpPlayDribbling	buildUpPlayDribblingClass	buildUpPlayPassing	buildUpPlayPassingClass	buildUpPlayPositioningClass	chanceCreationPassing	chanceCreationPassingClass	chanceCreationCrossing	chanceCreationCrossingClass	chanceCreationShooting	chanceCreationShootingClass	chanceCreationPositioningClass	defencePressure	defencePressureClass	defenceAggression	defenceAggressionClass	defenceTeamWidth	defenceTeamWidthClass	defenceDefenderLineClass
9	10	614	8576	2010-02-22 00:00:00	60	Balanced	NaN	Little	40	Mixed	Organised	45	Normal	35	Normal	55	Normal	Organised	30	Deep	70	Double	30	Narrow	Offside Trap
10	11	614	8576	2011-02-22 00:00:00	65	Balanced	NaN	Little	45	Mixed	Organised	65	Normal	65	Normal	50	Normal	Organised	45	Medium	45	Press	50	Normal	Cover
11	12	614	8576	2012-02-22 00:00:00	59	Balanced	NaN	Little	52	Mixed	Organised	48	Normal	34	Normal	52	Normal	Organised	38	Medium	47	Press	53	Normal	Cover
12	13	614	8576	2013-09-20 00:00:00	59	Balanced	NaN	Little	52	Mixed	Organised	48	Normal	34	Normal	52	Normal	Organised	38	Medium	47	Press	53	Normal	Cover
13	14	614	8576	2014-09-19 00:00:00	59	Balanced	57.0	Normal	52	Mixed	Organised	48	Normal	38	Normal	52	Normal	Organised	38	Medium	47	Press	53	Normal	Cover
14	15	614	8576	2015-09-10 00:00:00	59	Balanced	57.0	Normal	52	Mixed	Organised	48	Normal	38	Normal	52	Normal	Organised	38	Medium	47	Press	53	Normal	Cover
15	16	47	8564	2010-02-22 00:00:00	45	Balanced	NaN	Little	30	Short	Free Form	55	Normal	45	Normal	70	Lots	Free Form	30	Deep	35	Press	60	Normal	Offside Trap
16	17	47	8564	2011-02-22 00:00:00	65	Balanced	NaN	Little	50	Mixed	Organised	50	Normal	60	Normal	50	Normal	Free Form	50	Medium	50	Press	50	Normal	Offside Trap
17	18	47	8564	2012-02-22 00:00:00	45	Balanced	NaN	Little	50	Mixed	Organised	65	Normal	20	Little	50	Normal	Free Form	45	Medium	45	Press	50	Normal	Cover
18	19	47	8564	2013-09-20 00:00:00	48	Balanced	NaN	Little	54	Mixed	Organised	51	Normal	53	Normal	64	Normal	Free Form	48	Medium	49	Press	53	Normal	Cover

	id	team_fifa_api_id	team_api_id	date	buildUpPlaySpeed	buildUpPlaySpeedClass	buildUpPlayDribbling	buildUpPlayDribblingClass	buildUpPlayPassing	buildUpPlayPassingClass	buildUpPlayPositioningClass	chanceCreationPassing	chanceCreationPassingClass	chanceCreationCrossing	chanceCreationCrossingClass	chanceCreationShooting	chanceCreationShootingClass	chanceCreationPositioningClass	defencePressure	defencePressureClass	defenceAggression	defenceAggressionClass	defenceTeamWidth	defenceTeamWidthClass	defenceDefenderLineClass
1429	1430	1742	9868	2010-02-22 00:00:00	30	Slow	NaN	Little	30	Short	Organised	45	Normal	35	Normal	70	Lots	Organised	45	Medium	50	Press	45	Normal	Cover
1430	1431	1742	9868	2011-02-22 00:00:00	40	Balanced	NaN	Little	58	Mixed	Organised	56	Normal	54	Normal	49	Normal	Organised	46	Medium	52	Press	67	Wide	Cover
1431	1432	1742	9868	2012-02-22 00:00:00	60	Balanced	NaN	Little	44	Mixed	Organised	40	Normal	57	Normal	41	Normal	Organised	49	Medium	54	Press	50	Normal	Cover
1432	1433	1742	9868	2013-09-20 00:00:00	60	Balanced	NaN	Little	44	Mixed	Organised	40	Normal	57	Normal	41	Normal	Organised	49	Medium	54	Press	50	Normal	Cover
1444	1445	244	8394	2010-02-22 00:00:00	30	Slow	NaN	Little	30	Short	Free Form	50	Normal	35	Normal	70	Lots	Organised	40	Medium	30	Contain	45	Normal	Offside Trap
1445	1446	244	8394	2011-02-22 00:00:00	43	Balanced	NaN	Little	40	Mixed	Organised	46	Normal	38	Normal	42	Normal	Organised	38	Medium	40	Press	53	Normal	Cover
1446	1447	244	8394	2012-02-22 00:00:00	34	Balanced	NaN	Little	23	Short	Organised	53	Normal	56	Normal	57	Normal	Organised	51	Medium	46	Press	61	Normal	Cover
1447	1448	244	8394	2013-09-20 00:00:00	38	Balanced	NaN	Little	23	Short	Organised	53	Normal	56	Normal	57	Normal	Organised	51	Medium	46	Press	61	Normal	Cover
1448	1449	244	8394	2014-09-19 00:00:00	38	Balanced	48.0	Normal	35	Mixed	Organised	53	Normal	56	Normal	57	Normal	Organised	51	Medium	46	Press	61	Normal	Cover
1449	1450	244	8394	2015-09-10 00:00:00	52	Balanced	52.0	Normal	50	Mixed	Organised	52	Normal	56	Normal	57	Normal	Organised	48	Medium	43	Press	49	Normal	Cover

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Other Punctuation

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters